Note that the convergence of the iterative algorithms is not
necessarily monotonic, similarly to other approximate solutions,
like the fitted Q-iteration algorithm [1]}.
Therefore, it is not meaningful to retain only the last solution.
Instead, we store the intermediate solutions from all
iterations and use a posteriori analysis to select the best value
function according to the performance measures described below.
